Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 21 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 KiB |
| Average record size in memory | 174.3 B |
Variable types
| Numeric | 21 |
|---|
Almacén is highly overall correlated with Cliente_1 and 8 other fields | High correlation |
Cliente_1 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_10 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_11 is highly overall correlated with Almacén and 10 other fields | High correlation |
Cliente_12 is highly overall correlated with Cliente_1 and 7 other fields | High correlation |
Cliente_13 is highly overall correlated with Cliente_2 and 4 other fields | High correlation |
Cliente_14 is highly overall correlated with Cliente_1 and 6 other fields | High correlation |
Cliente_15 is highly overall correlated with Cliente_12 and 2 other fields | High correlation |
Cliente_16 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_17 is highly overall correlated with Almacén and 8 other fields | High correlation |
Cliente_18 is highly overall correlated with Cliente_12 and 3 other fields | High correlation |
Cliente_19 is highly overall correlated with Almacén and 7 other fields | High correlation |
Cliente_2 is highly overall correlated with Cliente_13 and 4 other fields | High correlation |
Cliente_20 is highly overall correlated with Cliente_13 and 1 other fields | High correlation |
Cliente_3 is highly overall correlated with Cliente_13 and 3 other fields | High correlation |
Cliente_4 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_5 is highly overall correlated with Cliente_9 | High correlation |
Cliente_6 is highly overall correlated with Almacén and 7 other fields | High correlation |
Cliente_7 is highly overall correlated with Cliente_13 and 2 other fields | High correlation |
Cliente_8 is highly overall correlated with Cliente_15 and 2 other fields | High correlation |
Cliente_9 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_1 has unique values | Unique |
Cliente_2 has unique values | Unique |
Cliente_4 has unique values | Unique |
Cliente_11 has unique values | Unique |
Cliente_12 has unique values | Unique |
Cliente_18 has unique values | Unique |
Cliente_19 has unique values | Unique |
Cliente_20 has unique values | Unique |
Almacén has unique values | Unique |
Cliente_1 has 1 (4.8%) zeros | Zeros |
Cliente_2 has 1 (4.8%) zeros | Zeros |
Cliente_3 has 4 (19.0%) zeros | Zeros |
Cliente_4 has 1 (4.8%) zeros | Zeros |
Cliente_5 has 5 (23.8%) zeros | Zeros |
Cliente_6 has 2 (9.5%) zeros | Zeros |
Cliente_7 has 6 (28.6%) zeros | Zeros |
Cliente_8 has 2 (9.5%) zeros | Zeros |
Cliente_9 has 2 (9.5%) zeros | Zeros |
Cliente_10 has 3 (14.3%) zeros | Zeros |
Cliente_11 has 1 (4.8%) zeros | Zeros |
Cliente_12 has 1 (4.8%) zeros | Zeros |
Cliente_13 has 2 (9.5%) zeros | Zeros |
Cliente_14 has 6 (28.6%) zeros | Zeros |
Cliente_15 has 3 (14.3%) zeros | Zeros |
Cliente_16 has 3 (14.3%) zeros | Zeros |
Cliente_17 has 2 (9.5%) zeros | Zeros |
Cliente_18 has 1 (4.8%) zeros | Zeros |
Cliente_19 has 1 (4.8%) zeros | Zeros |
Cliente_20 has 1 (4.8%) zeros | Zeros |
Almacén has 1 (4.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-13 17:57:46.733547 |
|---|---|
| Analysis finished | 2024-11-13 17:58:25.658457 |
| Duration | 38.92 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
Cliente_1
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5363571 |
| Minimum | 0 |
|---|---|
| Maximum | 22.1445 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.1998 |
| Q1 | 2.2133 |
| median | 5.447 |
| Q3 | 10.8288 |
| 95-th percentile | 20.4871 |
| Maximum | 22.1445 |
| Range | 22.1445 |
| Interquartile range (IQR) | 8.6155 |
Descriptive statistics
| Standard deviation | 6.5070817 |
|---|---|
| Coefficient of variation (CV) | 0.86342533 |
| Kurtosis | 0.12222285 |
| Mean | 7.5363571 |
| Median Absolute Deviation (MAD) | 3.6986 |
| Skewness | 1.040867 |
| Sum | 158.2635 |
| Variance | 42.342112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 1 | 4.8% |
| 7.5625 | 1 | 4.8% |
| 15.5365 | 1 | 4.8% |
| 1.1998 | 1 | 4.8% |
| 4.7145 | 1 | 4.8% |
| 1.7407 | 1 | 4.8% |
| 7.9408 | 1 | 4.8% |
| 17.1947 | 1 | 4.8% |
| 4.2933 | 1 | 4.8% |
| 3.2659 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.1998 | 1 | |
| 1.5775 | 1 | |
| 1.7407 | 1 | |
| 2.1866 | 1 | |
| 2.2133 | 1 | |
| 3.2659 | 1 | |
| 3.6114 | 1 | |
| 4.2933 | 1 | |
| 4.7145 | 1 |
| Value | Count | Frequency (%) |
| 22.1445 | 1 | |
| 20.4871 | 1 | |
| 17.1947 | 1 | |
| 15.5365 | 1 | |
| 11.1505 | 1 | |
| 10.8288 | 1 | |
| 9.1456 | 1 | |
| 7.9408 | 1 | |
| 7.5625 | 1 | |
| 6.0225 | 1 |
Cliente_2
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8646667 |
| Minimum | 0 |
|---|---|
| Maximum | 19.8218 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4847 |
| Q1 | 7.1521 |
| median | 9.6369 |
| Q3 | 13.7974 |
| 95-th percentile | 19.1038 |
| Maximum | 19.8218 |
| Range | 19.8218 |
| Interquartile range (IQR) | 6.6453 |
Descriptive statistics
| Standard deviation | 5.6412415 |
|---|---|
| Coefficient of variation (CV) | 0.57186337 |
| Kurtosis | -0.50926826 |
| Mean | 9.8646667 |
| Median Absolute Deviation (MAD) | 3.8538 |
| Skewness | 0.051953512 |
| Sum | 207.158 |
| Variance | 31.823606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 7.5625 | 1 | 4.8% |
| 0 | 1 | 4.8% |
| 3.3838 | 1 | 4.8% |
| 7.7433 | 1 | 4.8% |
| 14.572 | 1 | 4.8% |
| 8.5237 | 1 | 4.8% |
| 0.4847 | 1 | 4.8% |
| 13.7974 | 1 | 4.8% |
| 10.1522 | 1 | 4.8% |
| 7.1521 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.4847 | 1 | |
| 2.6961 | 1 | |
| 3.3838 | 1 | |
| 7.0275 | 1 | |
| 7.1521 | 1 | |
| 7.5625 | 1 | |
| 7.7433 | 1 | |
| 8.2737 | 1 | |
| 8.5237 | 1 |
| Value | Count | Frequency (%) |
| 19.8218 | 1 | |
| 19.1038 | 1 | |
| 18.0835 | 1 | |
| 14.8113 | 1 | |
| 14.572 | 1 | |
| 13.7974 | 1 | |
| 13.4907 | 1 | |
| 10.7361 | 1 | |
| 10.1522 | 1 | |
| 10.1049 | 1 |
Cliente_3
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.621152 |
| Minimum | 0 |
|---|---|
| Maximum | 22.0599 |
| Zeros | 4 |
| Zeros (%) | 19.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.0114 |
| median | 12.5438 |
| Q3 | 15.7289 |
| 95-th percentile | 17.9217 |
| Maximum | 22.0599 |
| Range | 22.0599 |
| Interquartile range (IQR) | 10.7175 |
Descriptive statistics
| Standard deviation | 6.7793036 |
|---|---|
| Coefficient of variation (CV) | 0.63828325 |
| Kurtosis | -0.94843863 |
| Mean | 10.621152 |
| Median Absolute Deviation (MAD) | 4.0559 |
| Skewness | -0.44323894 |
| Sum | 223.0442 |
| Variance | 45.958958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 15.5365 | 1 | 4.8% |
| 3.3838 | 1 | 4.8% |
| 12.5438 | 1 | 4.8% |
| 16.0355 | 1 | 4.8% |
| 13.912 | 1 | 4.8% |
| 13.0649 | 1 | 4.8% |
| 17.0494 | 1 | 4.8% |
| 12.343 | 1 | 4.8% |
| 5.0114 | 1 | 4.8% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 3.3838 | 1 | 4.8% |
| 5.0114 | 1 | 4.8% |
| 7.7574 | 1 | 4.8% |
| 9.6824 | 1 | 4.8% |
| 10.5118 | 1 | 4.8% |
| 12.343 | 1 | 4.8% |
| 12.5438 | 1 | 4.8% |
| 13.0649 | 1 | 4.8% |
| 13.9021 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 22.0599 | 1 | |
| 17.9217 | 1 | |
| 17.0494 | 1 | |
| 16.5997 | 1 | |
| 16.0355 | 1 | |
| 15.7289 | 1 | |
| 15.5365 | 1 | |
| 13.912 | 1 | |
| 13.9021 | 1 | |
| 13.0649 | 1 |
Cliente_4
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3573619 |
| Minimum | 0 |
|---|---|
| Maximum | 21.1518 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9119 |
| Q1 | 2.8799 |
| median | 5.0721 |
| Q3 | 11.1926 |
| 95-th percentile | 20.7019 |
| Maximum | 21.1518 |
| Range | 21.1518 |
| Interquartile range (IQR) | 8.3127 |
Descriptive statistics
| Standard deviation | 6.3304446 |
|---|---|
| Coefficient of variation (CV) | 0.86042317 |
| Kurtosis | 0.20831431 |
| Mean | 7.3573619 |
| Median Absolute Deviation (MAD) | 3.7594 |
| Skewness | 1.0390111 |
| Sum | 154.5046 |
| Variance | 40.074529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1.1998 | 1 | 4.8% |
| 7.7433 | 1 | 4.8% |
| 12.5438 | 1 | 4.8% |
| 0 | 1 | 4.8% |
| 5.0721 | 1 | 4.8% |
| 0.9119 | 1 | 4.8% |
| 7.5798 | 1 | 4.8% |
| 17.4095 | 1 | 4.8% |
| 3.5781 | 1 | 4.8% |
| 3.3451 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.9119 | 1 | |
| 1.1998 | 1 | |
| 1.3127 | 1 | |
| 2.8532 | 1 | |
| 2.8799 | 1 | |
| 3.3451 | 1 | |
| 3.3673 | 1 | |
| 3.5781 | 1 | |
| 4.7117 | 1 |
| Value | Count | Frequency (%) |
| 21.1518 | 1 | |
| 20.7019 | 1 | |
| 17.4095 | 1 | |
| 12.5438 | 1 | |
| 11.361 | 1 | |
| 11.1926 | 1 | |
| 9.3561 | 1 | |
| 7.7433 | 1 | |
| 7.5798 | 1 | |
| 6.233 | 1 |
Cliente_5
Real number (ℝ)
High correlation Zeros
| Distinct | 17 |
|---|---|
| Distinct (%) | 81.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8020429 |
| Minimum | 0 |
|---|---|
| Maximum | 25.5947 |
| Zeros | 5 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.6253 |
| median | 5.0721 |
| Q3 | 9.1064 |
| 95-th percentile | 21.3384 |
| Maximum | 25.5947 |
| Range | 25.5947 |
| Interquartile range (IQR) | 6.4811 |
Descriptive statistics
| Standard deviation | 6.8806513 |
|---|---|
| Coefficient of variation (CV) | 1.0115566 |
| Kurtosis | 2.0682176 |
| Mean | 6.8020429 |
| Median Absolute Deviation (MAD) | 4.0343 |
| Skewness | 1.4667067 |
| Sum | 142.8429 |
| Variance | 47.343362 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 4.7145 | 1 | 4.8% |
| 14.572 | 1 | 4.8% |
| 5.0721 | 1 | 4.8% |
| 4.8187 | 1 | 4.8% |
| 7.217 | 1 | 4.8% |
| 2.6253 | 1 | 4.8% |
| 6.8738 | 1 | 4.8% |
| 9.1064 | 1 | 4.8% |
| 3.6476 | 1 | 4.8% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2.6253 | 1 | 4.8% |
| 3.6476 | 1 | 4.8% |
| 4.5417 | 1 | 4.8% |
| 4.7145 | 1 | 4.8% |
| 4.8187 | 1 | 4.8% |
| 5.0721 | 1 | 4.8% |
| 5.2872 | 1 | 4.8% |
| 5.4347 | 1 | 4.8% |
| 6.8738 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 25.5947 | 1 | |
| 21.3384 | 1 | |
| 14.572 | 1 | |
| 12.0019 | 1 | |
| 9.9969 | 1 | |
| 9.1064 | 1 | |
| 7.217 | 1 | |
| 6.8738 | 1 | |
| 5.4347 | 1 | |
| 5.2872 | 1 |
Cliente_6
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.300319 |
| Minimum | 0 |
|---|---|
| Maximum | 20.4797 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.6952 |
| median | 4.8187 |
| Q3 | 11.4008 |
| 95-th percentile | 20.0472 |
| Maximum | 20.4797 |
| Range | 20.4797 |
| Interquartile range (IQR) | 8.7056 |
Descriptive statistics
| Standard deviation | 6.6457817 |
|---|---|
| Coefficient of variation (CV) | 0.91034126 |
| Kurtosis | -0.25141097 |
| Mean | 7.300319 |
| Median Absolute Deviation (MAD) | 3.705 |
| Skewness | 0.94453073 |
| Sum | 153.3067 |
| Variance | 44.166414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 1.7407 | 1 | 4.8% |
| 8.5237 | 1 | 4.8% |
| 0.9119 | 1 | 4.8% |
| 4.8187 | 1 | 4.8% |
| 7.8866 | 1 | 4.8% |
| 20.0472 | 1 | 4.8% |
| 2.906 | 1 | 4.8% |
| 4.0899 | 1 | 4.8% |
| 2.889 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.9119 | 1 | |
| 1.7407 | 1 | |
| 2.0575 | 1 | |
| 2.6952 | 1 | |
| 2.889 | 1 | |
| 2.906 | 1 | |
| 3.2185 | 1 | |
| 4.0899 | 1 | |
| 4.8187 | 1 |
| Value | Count | Frequency (%) |
| 20.4797 | 1 | |
| 20.0472 | 1 | |
| 19.7467 | 1 | |
| 14.003 | 1 | |
| 11.9981 | 1 | |
| 11.4008 | 1 | |
| 8.875 | 1 | |
| 8.5237 | 1 | |
| 7.8866 | 1 | |
| 5.0185 | 1 |
Cliente_7
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3477619 |
| Minimum | 0 |
|---|---|
| Maximum | 20.0138 |
| Zeros | 6 |
| Zeros (%) | 28.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7.8866 |
| Q3 | 10.2968 |
| 95-th percentile | 17.1722 |
| Maximum | 20.0138 |
| Range | 20.0138 |
| Interquartile range (IQR) | 10.2968 |
Descriptive statistics
| Standard deviation | 6.1975318 |
|---|---|
| Coefficient of variation (CV) | 0.84345844 |
| Kurtosis | -0.739648 |
| Mean | 7.3477619 |
| Median Absolute Deviation (MAD) | 6.1027 |
| Skewness | 0.26209574 |
| Sum | 154.303 |
| Variance | 38.4094 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 7.9408 | 1 | 4.8% |
| 0.4847 | 1 | 4.8% |
| 7.5798 | 1 | 4.8% |
| 7.8866 | 1 | 4.8% |
| 13.9893 | 1 | 4.8% |
| 10.1499 | 1 | 4.8% |
| 7.344 | 1 | 4.8% |
| 15.0032 | 1 | 4.8% |
| 10.2968 | 1 | 4.8% |
| Other values (6) | 6 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.4847 | 1 | 4.8% |
| 7.2194 | 1 | 4.8% |
| 7.344 | 1 | 4.8% |
| 7.5798 | 1 | 4.8% |
| 7.8866 | 1 | 4.8% |
| 7.9408 | 1 | 4.8% |
| 8.4656 | 1 | 4.8% |
| 9.8289 | 1 | 4.8% |
| 10.1499 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 20.0138 | 1 | |
| 17.1722 | 1 | |
| 15.0032 | 1 | |
| 13.9893 | 1 | |
| 10.928 | 1 | |
| 10.2968 | 1 | |
| 10.1499 | 1 | |
| 9.8289 | 1 | |
| 8.4656 | 1 | |
| 7.9408 | 1 |
Cliente_8
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.801343 |
| Minimum | 0 |
|---|---|
| Maximum | 34.1368 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 12.9161 |
| median | 14.8623 |
| Q3 | 17.4095 |
| 95-th percentile | 22.6587 |
| Maximum | 34.1368 |
| Range | 34.1368 |
| Interquartile range (IQR) | 4.4934 |
Descriptive statistics
| Standard deviation | 7.4266769 |
|---|---|
| Coefficient of variation (CV) | 0.50175696 |
| Kurtosis | 2.0332225 |
| Mean | 14.801343 |
| Median Absolute Deviation (MAD) | 2.5472 |
| Skewness | 0.11351836 |
| Sum | 310.8282 |
| Variance | 55.155529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 17.1947 | 1 | 4.8% |
| 16.0355 | 1 | 4.8% |
| 13.7974 | 1 | 4.8% |
| 17.4095 | 1 | 4.8% |
| 20.0472 | 1 | 4.8% |
| 13.9893 | 1 | 4.8% |
| 19.6963 | 1 | 4.8% |
| 12.9161 | 1 | 4.8% |
| 16.1829 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 5.9742 | 1 | |
| 8.9984 | 1 | |
| 12.3127 | 1 | |
| 12.9161 | 1 | |
| 13.5906 | 1 | |
| 13.7974 | 1 | |
| 13.9893 | 1 | |
| 14.6038 | 1 | |
| 14.8623 | 1 |
| Value | Count | Frequency (%) |
| 34.1368 | 1 | |
| 22.6587 | 1 | |
| 20.8703 | 1 | |
| 20.0472 | 1 | |
| 19.6963 | 1 | |
| 17.4095 | 1 | |
| 17.1947 | 1 | |
| 16.1829 | 1 | |
| 16.0355 | 1 | |
| 15.5515 | 1 |
Cliente_9
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0051571 |
| Minimum | 0 |
|---|---|
| Maximum | 24.567 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.5781 |
| median | 7.7229 |
| Q3 | 13.2255 |
| 95-th percentile | 22.9781 |
| Maximum | 24.567 |
| Range | 24.567 |
| Interquartile range (IQR) | 9.6474 |
Descriptive statistics
| Standard deviation | 7.1570346 |
|---|---|
| Coefficient of variation (CV) | 0.79477065 |
| Kurtosis | -0.065587202 |
| Mean | 9.0051571 |
| Median Absolute Deviation (MAD) | 4.1916 |
| Skewness | 0.80889684 |
| Sum | 189.1083 |
| Variance | 51.223144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 4.2933 | 1 | 4.8% |
| 13.912 | 1 | 4.8% |
| 10.1522 | 1 | 4.8% |
| 3.5781 | 1 | 4.8% |
| 2.906 | 1 | 4.8% |
| 10.1499 | 1 | 4.8% |
| 19.6963 | 1 | 4.8% |
| 6.8679 | 1 | 4.8% |
| 3.5313 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1.0494 | 1 | |
| 2.906 | 1 | |
| 3.5313 | 1 | |
| 3.5781 | 1 | |
| 4.2933 | 1 | |
| 4.5536 | 1 | |
| 4.8355 | 1 | |
| 6.8679 | 1 | |
| 7.7229 | 1 |
| Value | Count | Frequency (%) |
| 24.567 | 1 | |
| 22.9781 | 1 | |
| 19.6963 | 1 | |
| 15.2304 | 1 | |
| 13.912 | 1 | |
| 13.2255 | 1 | |
| 10.1522 | 1 | |
| 10.1499 | 1 | |
| 10.1024 | 1 | |
| 9.7565 | 1 |
Cliente_10
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9694762 |
| Minimum | 0 |
|---|---|
| Maximum | 21.1407 |
| Zeros | 3 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.3451 |
| median | 5.9516 |
| Q3 | 8.2196 |
| 95-th percentile | 17.5604 |
| Maximum | 21.1407 |
| Range | 21.1407 |
| Interquartile range (IQR) | 4.8745 |
Descriptive statistics
| Standard deviation | 5.5591623 |
|---|---|
| Coefficient of variation (CV) | 0.7976442 |
| Kurtosis | 1.0041072 |
| Mean | 6.9694762 |
| Median Absolute Deviation (MAD) | 2.6065 |
| Skewness | 1.0515826 |
| Sum | 146.359 |
| Variance | 30.904285 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3 | 14.3% |
| 7.1521 | 1 | 4.8% |
| 3.2659 | 1 | 4.8% |
| 13.0649 | 1 | 4.8% |
| 3.3451 | 1 | 4.8% |
| 4.0899 | 1 | 4.8% |
| 7.217 | 1 | 4.8% |
| 7.344 | 1 | 4.8% |
| 12.9161 | 1 | 4.8% |
| 6.8679 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 2.3061 | 1 | 4.8% |
| 3.2659 | 1 | 4.8% |
| 3.3451 | 1 | 4.8% |
| 4.0899 | 1 | 4.8% |
| 4.7283 | 1 | 4.8% |
| 4.9896 | 1 | 4.8% |
| 5.305 | 1 | 4.8% |
| 5.9516 | 1 | 4.8% |
| 6.8679 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 21.1407 | 1 | |
| 17.5604 | 1 | |
| 13.0649 | 1 | |
| 12.9161 | 1 | |
| 10.8948 | 1 | |
| 8.2196 | 1 | |
| 7.344 | 1 | |
| 7.217 | 1 | |
| 7.1521 | 1 | |
| 6.8679 | 1 |
Cliente_11
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4395714 |
| Minimum | 0 |
|---|---|
| Maximum | 22.484 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.6099 |
| Q1 | 2.889 |
| median | 6.5845 |
| Q3 | 14.8113 |
| 95-th percentile | 21.0492 |
| Maximum | 22.484 |
| Range | 22.484 |
| Interquartile range (IQR) | 11.9223 |
Descriptive statistics
| Standard deviation | 6.8447533 |
|---|---|
| Coefficient of variation (CV) | 0.81103091 |
| Kurtosis | -0.70527633 |
| Mean | 8.4395714 |
| Median Absolute Deviation (MAD) | 3.9592 |
| Skewness | 0.73704213 |
| Sum | 177.231 |
| Variance | 46.850648 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2.1866 | 1 | 4.8% |
| 14.8113 | 1 | 4.8% |
| 17.0494 | 1 | 4.8% |
| 2.8532 | 1 | 4.8% |
| 2.6253 | 1 | 4.8% |
| 2.889 | 1 | 4.8% |
| 15.0032 | 1 | 4.8% |
| 16.1829 | 1 | 4.8% |
| 3.5313 | 1 | 4.8% |
| 4.7283 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.6099 | 1 | |
| 2.1866 | 1 | |
| 2.6253 | 1 | |
| 2.8532 | 1 | |
| 2.889 | 1 | |
| 2.912 | 1 | |
| 3.397 | 1 | |
| 3.5313 | 1 | |
| 4.7283 | 1 |
| Value | Count | Frequency (%) |
| 22.484 | 1 | |
| 21.0492 | 1 | |
| 17.0494 | 1 | |
| 16.1829 | 1 | |
| 15.0032 | 1 | |
| 14.8113 | 1 | |
| 11.7126 | 1 | |
| 9.7077 | 1 | |
| 8.2105 | 1 | |
| 7.7031 | 1 |
Cliente_12
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6158 |
| Minimum | 0 |
|---|---|
| Maximum | 22.5962 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.3061 |
| Q1 | 5.9051 |
| median | 6.8738 |
| Q3 | 10.2968 |
| 95-th percentile | 16.4706 |
| Maximum | 22.5962 |
| Range | 22.5962 |
| Interquartile range (IQR) | 4.3917 |
Descriptive statistics
| Standard deviation | 4.9688496 |
|---|---|
| Coefficient of variation (CV) | 0.57671366 |
| Kurtosis | 2.082456 |
| Mean | 8.6158 |
| Median Absolute Deviation (MAD) | 3.2286 |
| Skewness | 1.019483 |
| Sum | 180.9318 |
| Variance | 24.689466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 6.0225 | 1 | 4.8% |
| 10.1049 | 1 | 4.8% |
| 12.343 | 1 | 4.8% |
| 6.233 | 1 | 4.8% |
| 6.8738 | 1 | 4.8% |
| 8.875 | 1 | 4.8% |
| 10.2968 | 1 | 4.8% |
| 12.3127 | 1 | 4.8% |
| 10.1024 | 1 | 4.8% |
| 2.3061 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.3061 | 1 | |
| 4.2199 | 1 | |
| 5.1248 | 1 | |
| 5.6418 | 1 | |
| 5.9051 | 1 | |
| 6.0225 | 1 | |
| 6.233 | 1 | |
| 6.4451 | 1 | |
| 6.5845 | 1 |
| Value | Count | Frequency (%) |
| 22.5962 | 1 | |
| 16.4706 | 1 | |
| 12.343 | 1 | |
| 12.3127 | 1 | |
| 12.2362 | 1 | |
| 10.2968 | 1 | |
| 10.2374 | 1 | |
| 10.1049 | 1 | |
| 10.1024 | 1 | |
| 8.875 | 1 |
Cliente_13
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4773714 |
| Minimum | 0 |
|---|---|
| Maximum | 17.7187 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.9896 |
| median | 6.4451 |
| Q3 | 10.0675 |
| 95-th percentile | 15.2069 |
| Maximum | 17.7187 |
| Range | 17.7187 |
| Interquartile range (IQR) | 5.0779 |
Descriptive statistics
| Standard deviation | 4.5890392 |
|---|---|
| Coefficient of variation (CV) | 0.61372358 |
| Kurtosis | 0.10796662 |
| Mean | 7.4773714 |
| Median Absolute Deviation (MAD) | 2.1642 |
| Skewness | 0.49845891 |
| Sum | 157.0248 |
| Variance | 21.059281 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 5.447 | 1 | 4.8% |
| 5.0114 | 1 | 4.8% |
| 2.6961 | 1 | 4.8% |
| 4.7117 | 1 | 4.8% |
| 9.1064 | 1 | 4.8% |
| 5.0185 | 1 | 4.8% |
| 13.5906 | 1 | 4.8% |
| 7.7229 | 1 | 4.8% |
| 4.9896 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6961 | 1 | |
| 4.2809 | 1 | |
| 4.7117 | 1 | |
| 4.9896 | 1 | |
| 5.0114 | 1 | |
| 5.0185 | 1 | |
| 5.447 | 1 | |
| 6.2869 | 1 | |
| 6.4451 | 1 |
| Value | Count | Frequency (%) |
| 17.7187 | 1 | |
| 15.2069 | 1 | |
| 13.5906 | 1 | |
| 12.4538 | 1 | |
| 10.0708 | 1 | |
| 10.0675 | 1 | |
| 9.1064 | 1 | |
| 8.2105 | 1 | |
| 7.9895 | 1 | |
| 7.7229 | 1 |
Cliente_14
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4122 |
| Minimum | 0 |
|---|---|
| Maximum | 23.8969 |
| Zeros | 6 |
| Zeros (%) | 28.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.6476 |
| Q3 | 10.0708 |
| 95-th percentile | 19.9448 |
| Maximum | 23.8969 |
| Range | 23.8969 |
| Interquartile range (IQR) | 10.0708 |
Descriptive statistics
| Standard deviation | 7.2195452 |
|---|---|
| Coefficient of variation (CV) | 1.1259077 |
| Kurtosis | 0.31242457 |
| Mean | 6.4122 |
| Median Absolute Deviation (MAD) | 3.6476 |
| Skewness | 1.1404203 |
| Sum | 134.6562 |
| Variance | 52.121833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 2.2133 | 1 | 4.8% |
| 15.7289 | 1 | 4.8% |
| 13.4907 | 1 | 4.8% |
| 2.8799 | 1 | 4.8% |
| 3.6476 | 1 | 4.8% |
| 3.2185 | 1 | 4.8% |
| 14.8623 | 1 | 4.8% |
| 4.5536 | 1 | 4.8% |
| 1.6099 | 1 | 4.8% |
| Other values (6) | 6 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1.6099 | 1 | 4.8% |
| 2.2133 | 1 | 4.8% |
| 2.8799 | 1 | 4.8% |
| 3.2185 | 1 | 4.8% |
| 3.6476 | 1 | 4.8% |
| 4.0306 | 1 | 4.8% |
| 4.5536 | 1 | 4.8% |
| 5.9051 | 1 | 4.8% |
| 8.6033 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 23.8969 | 1 | |
| 19.9448 | 1 | |
| 15.7289 | 1 | |
| 14.8623 | 1 | |
| 13.4907 | 1 | |
| 10.0708 | 1 | |
| 8.6033 | 1 | |
| 5.9051 | 1 | |
| 4.5536 | 1 | |
| 4.0306 | 1 |
Cliente_15
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.903781 |
| Minimum | 0 |
|---|---|
| Maximum | 37.006 |
| Zeros | 3 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.9742 |
| median | 11.361 |
| Q3 | 15.6084 |
| 95-th percentile | 21.7754 |
| Maximum | 37.006 |
| Range | 37.006 |
| Interquartile range (IQR) | 9.6342 |
Descriptive statistics
| Standard deviation | 8.4786537 |
|---|---|
| Coefficient of variation (CV) | 0.7122656 |
| Kurtosis | 2.7217153 |
| Mean | 11.903781 |
| Median Absolute Deviation (MAD) | 5.3868 |
| Skewness | 1.0636002 |
| Sum | 249.9794 |
| Variance | 71.887568 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3 | 14.3% |
| 18.0835 | 1 | 4.8% |
| 11.1505 | 1 | 4.8% |
| 17.9217 | 1 | 4.8% |
| 11.361 | 1 | 4.8% |
| 12.0019 | 1 | 4.8% |
| 14.003 | 1 | 4.8% |
| 5.9742 | 1 | 4.8% |
| 15.2304 | 1 | 4.8% |
| 8.2196 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 5.1865 | 1 | 4.8% |
| 5.6418 | 1 | 4.8% |
| 5.9742 | 1 | 4.8% |
| 8.2196 | 1 | 4.8% |
| 10.0675 | 1 | 4.8% |
| 10.6147 | 1 | 4.8% |
| 11.1505 | 1 | 4.8% |
| 11.361 | 1 | 4.8% |
| 11.7126 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 37.006 | 1 | |
| 21.7754 | 1 | |
| 18.4207 | 1 | |
| 18.0835 | 1 | |
| 17.9217 | 1 | |
| 15.6084 | 1 | |
| 15.2304 | 1 | |
| 14.003 | 1 | |
| 12.0019 | 1 | |
| 11.7126 | 1 |
Cliente_16
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7632381 |
| Minimum | 0 |
|---|---|
| Maximum | 21.0351 |
| Zeros | 3 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.0575 |
| median | 4.8355 |
| Q3 | 9.6824 |
| 95-th percentile | 20.2735 |
| Maximum | 21.0351 |
| Range | 21.0351 |
| Interquartile range (IQR) | 7.6249 |
Descriptive statistics
| Standard deviation | 6.1215451 |
|---|---|
| Coefficient of variation (CV) | 0.90512045 |
| Kurtosis | 0.72369379 |
| Mean | 6.7632381 |
| Median Absolute Deviation (MAD) | 3.5228 |
| Skewness | 1.1116413 |
| Sum | 142.028 |
| Variance | 37.473315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3 | 14.3% |
| 7.0275 | 1 | 4.8% |
| 1.5775 | 1 | 4.8% |
| 9.6824 | 1 | 4.8% |
| 1.3127 | 1 | 4.8% |
| 2.0575 | 1 | 4.8% |
| 5.4347 | 1 | 4.8% |
| 7.2194 | 1 | 4.8% |
| 14.6038 | 1 | 4.8% |
| 4.8355 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1.3127 | 1 | 4.8% |
| 1.5775 | 1 | 4.8% |
| 2.0575 | 1 | 4.8% |
| 3.397 | 1 | 4.8% |
| 4.1554 | 1 | 4.8% |
| 4.2199 | 1 | 4.8% |
| 4.2809 | 1 | 4.8% |
| 4.8355 | 1 | 4.8% |
| 5.4347 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 21.0351 | 1 | |
| 20.2735 | 1 | |
| 14.6038 | 1 | |
| 11.3728 | 1 | |
| 10.6147 | 1 | |
| 9.6824 | 1 | |
| 8.9277 | 1 | |
| 7.2194 | 1 | |
| 7.0275 | 1 | |
| 5.4347 | 1 |
Cliente_17
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.919776 |
| Minimum | 0 |
|---|---|
| Maximum | 30.6412 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.7565 |
| median | 11.4008 |
| Q3 | 20.0138 |
| 95-th percentile | 26.1421 |
| Maximum | 30.6412 |
| Range | 30.6412 |
| Interquartile range (IQR) | 10.2573 |
Descriptive statistics
| Standard deviation | 8.0520227 |
|---|---|
| Coefficient of variation (CV) | 0.57845921 |
| Kurtosis | -0.28348578 |
| Mean | 13.919776 |
| Median Absolute Deviation (MAD) | 3.8061 |
| Skewness | 0.21230124 |
| Sum | 292.3153 |
| Variance | 64.83507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 10.8288 | 1 | 4.8% |
| 22.0599 | 1 | 4.8% |
| 19.8218 | 1 | 4.8% |
| 11.1926 | 1 | 4.8% |
| 5.2872 | 1 | 4.8% |
| 20.0138 | 1 | 4.8% |
| 11.4008 | 1 | 4.8% |
| 9.7565 | 1 | 4.8% |
| 10.8948 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 5.2872 | 1 | |
| 7.7031 | 1 | |
| 8.5221 | 1 | |
| 9.7565 | 1 | |
| 10.8288 | 1 | |
| 10.8948 | 1 | |
| 11.1926 | 1 | |
| 11.3728 | 1 | |
| 11.4008 | 1 |
| Value | Count | Frequency (%) |
| 30.6412 | 1 | |
| 26.1421 | 1 | |
| 22.6587 | 1 | |
| 22.0599 | 1 | |
| 21.7754 | 1 | |
| 20.0138 | 1 | |
| 19.8218 | 1 | |
| 15.2069 | 1 | |
| 14.8006 | 1 | |
| 12.2362 | 1 |
Cliente_18
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8233524 |
| Minimum | 0 |
|---|---|
| Maximum | 24.3734 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.1248 |
| Q1 | 8.2737 |
| median | 9.1456 |
| Q3 | 11.9981 |
| 95-th percentile | 14.8006 |
| Maximum | 24.3734 |
| Range | 24.3734 |
| Interquartile range (IQR) | 3.7244 |
Descriptive statistics
| Standard deviation | 4.8482326 |
|---|---|
| Coefficient of variation (CV) | 0.49354155 |
| Kurtosis | 3.4780586 |
| Mean | 9.8233524 |
| Median Absolute Deviation (MAD) | 2.8525 |
| Skewness | 1.0254004 |
| Sum | 206.2904 |
| Variance | 23.505359 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 9.1456 | 1 | 4.8% |
| 8.2737 | 1 | 4.8% |
| 10.5118 | 1 | 4.8% |
| 9.3561 | 1 | 4.8% |
| 9.9969 | 1 | 4.8% |
| 11.9981 | 1 | 4.8% |
| 8.4656 | 1 | 4.8% |
| 8.9984 | 1 | 4.8% |
| 13.2255 | 1 | 4.8% |
| 5.305 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.1248 | 1 | |
| 5.1865 | 1 | |
| 5.305 | 1 | |
| 6.2869 | 1 | |
| 8.2737 | 1 | |
| 8.4656 | 1 | |
| 8.6033 | 1 | |
| 8.9277 | 1 | |
| 8.9984 | 1 |
| Value | Count | Frequency (%) |
| 24.3734 | 1 | |
| 14.8006 | 1 | |
| 14.7105 | 1 | |
| 13.2923 | 1 | |
| 13.2255 | 1 | |
| 11.9981 | 1 | |
| 10.5118 | 1 | |
| 9.9969 | 1 | |
| 9.7077 | 1 | |
| 9.3561 | 1 |
Cliente_19
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.276176 |
| Minimum | 0 |
|---|---|
| Maximum | 26.1421 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.7574 |
| Q1 | 14.7105 |
| median | 19.7467 |
| Q3 | 21.0492 |
| 95-th percentile | 24.567 |
| Maximum | 26.1421 |
| Range | 26.1421 |
| Interquartile range (IQR) | 6.3387 |
Descriptive statistics
| Standard deviation | 6.3797363 |
|---|---|
| Coefficient of variation (CV) | 0.36927942 |
| Kurtosis | 1.2604671 |
| Mean | 17.276176 |
| Median Absolute Deviation (MAD) | 3.2761 |
| Skewness | -1.1157848 |
| Sum | 362.7997 |
| Variance | 40.701035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 20.4871 | 1 | 4.8% |
| 9.6369 | 1 | 4.8% |
| 7.7574 | 1 | 4.8% |
| 20.7019 | 1 | 4.8% |
| 21.3384 | 1 | 4.8% |
| 19.7467 | 1 | 4.8% |
| 9.8289 | 1 | 4.8% |
| 15.5515 | 1 | 4.8% |
| 24.567 | 1 | 4.8% |
| 17.5604 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 7.7574 | 1 | |
| 9.6369 | 1 | |
| 9.8289 | 1 | |
| 12.4538 | 1 | |
| 14.7105 | 1 | |
| 15.5515 | 1 | |
| 16.4706 | 1 | |
| 17.5604 | 1 | |
| 18.4207 | 1 |
| Value | Count | Frequency (%) |
| 26.1421 | 1 | |
| 24.567 | 1 | |
| 24.1215 | 1 | |
| 22.0368 | 1 | |
| 21.3384 | 1 | |
| 21.0492 | 1 | |
| 20.7019 | 1 | |
| 20.4871 | 1 | |
| 20.2735 | 1 | |
| 19.9448 | 1 |
Cliente_20
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.866819 |
| Minimum | 0 |
|---|---|
| Maximum | 37.006 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.8282 |
| Q1 | 19.1038 |
| median | 22.1445 |
| Q3 | 24.1215 |
| 95-th percentile | 34.1368 |
| Maximum | 37.006 |
| Range | 37.006 |
| Interquartile range (IQR) | 5.0177 |
Descriptive statistics
| Standard deviation | 7.3970408 |
|---|---|
| Coefficient of variation (CV) | 0.33827695 |
| Kurtosis | 3.5776737 |
| Mean | 21.866819 |
| Median Absolute Deviation (MAD) | 2.2289 |
| Skewness | -0.69205789 |
| Sum | 459.2032 |
| Variance | 54.716213 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 22.1445 | 1 | 4.8% |
| 19.1038 | 1 | 4.8% |
| 16.5997 | 1 | 4.8% |
| 21.1518 | 1 | 4.8% |
| 25.5947 | 1 | 4.8% |
| 20.4797 | 1 | 4.8% |
| 17.1722 | 1 | 4.8% |
| 34.1368 | 1 | 4.8% |
| 22.9781 | 1 | 4.8% |
| 21.1407 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 14.8282 | 1 | |
| 16.5997 | 1 | |
| 17.1722 | 1 | |
| 17.7187 | 1 | |
| 19.1038 | 1 | |
| 20.4797 | 1 | |
| 21.0351 | 1 | |
| 21.1407 | 1 | |
| 21.1518 | 1 |
| Value | Count | Frequency (%) |
| 37.006 | 1 | |
| 34.1368 | 1 | |
| 30.6412 | 1 | |
| 25.5947 | 1 | |
| 24.3734 | 1 | |
| 24.1215 | 1 | |
| 23.8969 | 1 | |
| 22.9781 | 1 | |
| 22.5962 | 1 | |
| 22.484 | 1 |
Almacén
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6317048 |
| Minimum | 0 |
|---|---|
| Maximum | 22.0368 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.0494 |
| Q1 | 3.6114 |
| median | 7.9895 |
| Q3 | 13.2923 |
| 95-th percentile | 20.8703 |
| Maximum | 22.0368 |
| Range | 22.0368 |
| Interquartile range (IQR) | 9.6809 |
Descriptive statistics
| Standard deviation | 6.3116708 |
|---|---|
| Coefficient of variation (CV) | 0.73121949 |
| Kurtosis | -0.37545247 |
| Mean | 8.6317048 |
| Median Absolute Deviation (MAD) | 4.6222 |
| Skewness | 0.674717 |
| Sum | 181.2658 |
| Variance | 39.837188 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 3.6114 | 1 | 4.8% |
| 10.7361 | 1 | 4.8% |
| 13.9021 | 1 | 4.8% |
| 3.3673 | 1 | 4.8% |
| 4.5417 | 1 | 4.8% |
| 2.6952 | 1 | 4.8% |
| 10.928 | 1 | 4.8% |
| 20.8703 | 1 | 4.8% |
| 1.0494 | 1 | 4.8% |
| 5.9516 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.0494 | 1 | |
| 2.6952 | 1 | |
| 2.912 | 1 | |
| 3.3673 | 1 | |
| 3.6114 | 1 | |
| 4.0306 | 1 | |
| 4.1554 | 1 | |
| 4.5417 | 1 | |
| 5.9516 | 1 |
| Value | Count | Frequency (%) |
| 22.0368 | 1 | |
| 20.8703 | 1 | |
| 15.6084 | 1 | |
| 14.8282 | 1 | |
| 13.9021 | 1 | |
| 13.2923 | 1 | |
| 10.928 | 1 | |
| 10.7361 | 1 | |
| 10.2374 | 1 | |
| 8.5221 | 1 |
Interactions
Correlations
| Almacén | Cliente_1 | Cliente_10 | Cliente_11 | Cliente_12 | Cliente_13 | Cliente_14 | Cliente_15 | Cliente_16 | Cliente_17 | Cliente_18 | Cliente_19 | Cliente_2 | Cliente_20 | Cliente_3 | Cliente_4 | Cliente_5 | Cliente_6 | Cliente_7 | Cliente_8 | Cliente_9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Almacén | 1.000 | 0.866 | 0.637 | 0.860 | 0.305 | 0.239 | 0.411 | -0.070 | 0.769 | 0.783 | -0.200 | -0.597 | 0.013 | 0.217 | -0.026 | 0.874 | 0.395 | 0.755 | -0.074 | -0.450 | 0.952 |
| Cliente_1 | 0.866 | 1.000 | 0.854 | 0.892 | 0.578 | 0.437 | 0.550 | 0.199 | 0.938 | 0.673 | 0.110 | -0.357 | 0.242 | 0.147 | 0.056 | 0.991 | 0.268 | 0.779 | 0.145 | -0.198 | 0.818 |
| Cliente_10 | 0.637 | 0.854 | 1.000 | 0.740 | 0.839 | 0.447 | 0.535 | 0.473 | 0.945 | 0.555 | 0.471 | -0.125 | 0.298 | 0.061 | 0.029 | 0.848 | 0.039 | 0.536 | 0.181 | 0.079 | 0.568 |
| Cliente_11 | 0.860 | 0.892 | 0.740 | 1.000 | 0.531 | 0.088 | 0.570 | 0.187 | 0.810 | 0.864 | 0.014 | -0.535 | -0.131 | -0.126 | -0.136 | 0.875 | 0.380 | 0.641 | 0.038 | -0.152 | 0.876 |
| Cliente_12 | 0.305 | 0.578 | 0.839 | 0.531 | 1.000 | 0.346 | 0.526 | 0.670 | 0.687 | 0.370 | 0.740 | -0.016 | 0.171 | -0.231 | -0.053 | 0.558 | -0.158 | 0.220 | 0.282 | 0.427 | 0.310 |
| Cliente_13 | 0.239 | 0.437 | 0.447 | 0.088 | 0.346 | 1.000 | 0.147 | 0.248 | 0.481 | -0.067 | 0.475 | 0.423 | 0.915 | 0.529 | 0.649 | 0.458 | 0.028 | 0.504 | 0.555 | 0.153 | 0.204 |
| Cliente_14 | 0.411 | 0.550 | 0.535 | 0.570 | 0.526 | 0.147 | 1.000 | 0.467 | 0.561 | 0.606 | 0.245 | -0.330 | -0.070 | -0.213 | -0.254 | 0.548 | 0.212 | 0.305 | 0.239 | 0.008 | 0.424 |
| Cliente_15 | -0.070 | 0.199 | 0.473 | 0.187 | 0.670 | 0.248 | 0.467 | 1.000 | 0.331 | 0.025 | 0.819 | 0.290 | 0.160 | -0.300 | -0.031 | 0.213 | 0.144 | -0.066 | 0.433 | 0.652 | -0.025 |
| Cliente_16 | 0.769 | 0.938 | 0.945 | 0.810 | 0.687 | 0.481 | 0.561 | 0.331 | 1.000 | 0.615 | 0.274 | -0.205 | 0.320 | 0.200 | 0.091 | 0.934 | 0.198 | 0.726 | 0.252 | -0.067 | 0.706 |
| Cliente_17 | 0.783 | 0.673 | 0.555 | 0.864 | 0.370 | -0.067 | 0.606 | 0.025 | 0.615 | 1.000 | -0.116 | -0.649 | -0.257 | -0.214 | -0.239 | 0.648 | 0.398 | 0.465 | -0.079 | -0.225 | 0.825 |
| Cliente_18 | -0.200 | 0.110 | 0.471 | 0.014 | 0.740 | 0.475 | 0.245 | 0.819 | 0.274 | -0.116 | 1.000 | 0.505 | 0.416 | -0.173 | 0.134 | 0.104 | -0.199 | -0.144 | 0.470 | 0.764 | -0.175 |
| Cliente_19 | -0.597 | -0.357 | -0.125 | -0.535 | -0.016 | 0.423 | -0.330 | 0.290 | -0.205 | -0.649 | 0.505 | 1.000 | 0.640 | 0.096 | 0.559 | -0.338 | -0.209 | -0.183 | 0.468 | 0.534 | -0.598 |
| Cliente_2 | 0.013 | 0.242 | 0.298 | -0.131 | 0.171 | 0.915 | -0.070 | 0.160 | 0.320 | -0.257 | 0.416 | 0.640 | 1.000 | 0.521 | 0.712 | 0.247 | -0.042 | 0.375 | 0.540 | 0.176 | -0.038 |
| Cliente_20 | 0.217 | 0.147 | 0.061 | -0.126 | -0.231 | 0.529 | -0.213 | -0.300 | 0.200 | -0.214 | -0.173 | 0.096 | 0.521 | 1.000 | 0.401 | 0.174 | -0.054 | 0.398 | 0.118 | -0.446 | 0.071 |
| Cliente_3 | -0.026 | 0.056 | 0.029 | -0.136 | -0.053 | 0.649 | -0.254 | -0.031 | 0.091 | -0.239 | 0.134 | 0.559 | 0.712 | 0.401 | 1.000 | 0.083 | 0.110 | 0.311 | 0.568 | 0.232 | 0.069 |
| Cliente_4 | 0.874 | 0.991 | 0.848 | 0.875 | 0.558 | 0.458 | 0.548 | 0.213 | 0.934 | 0.648 | 0.104 | -0.338 | 0.247 | 0.174 | 0.083 | 1.000 | 0.272 | 0.789 | 0.149 | -0.222 | 0.818 |
| Cliente_5 | 0.395 | 0.268 | 0.039 | 0.380 | -0.158 | 0.028 | 0.212 | 0.144 | 0.198 | 0.398 | -0.199 | -0.209 | -0.042 | -0.054 | 0.110 | 0.272 | 1.000 | 0.478 | 0.106 | -0.018 | 0.506 |
| Cliente_6 | 0.755 | 0.779 | 0.536 | 0.641 | 0.220 | 0.504 | 0.305 | -0.066 | 0.726 | 0.465 | -0.144 | -0.183 | 0.375 | 0.398 | 0.311 | 0.789 | 0.478 | 1.000 | 0.270 | -0.369 | 0.703 |
| Cliente_7 | -0.074 | 0.145 | 0.181 | 0.038 | 0.282 | 0.555 | 0.239 | 0.433 | 0.252 | -0.079 | 0.470 | 0.468 | 0.540 | 0.118 | 0.568 | 0.149 | 0.106 | 0.270 | 1.000 | 0.465 | 0.039 |
| Cliente_8 | -0.450 | -0.198 | 0.079 | -0.152 | 0.427 | 0.153 | 0.008 | 0.652 | -0.067 | -0.225 | 0.764 | 0.534 | 0.176 | -0.446 | 0.232 | -0.222 | -0.018 | -0.369 | 0.465 | 1.000 | -0.270 |
| Cliente_9 | 0.952 | 0.818 | 0.568 | 0.876 | 0.310 | 0.204 | 0.424 | -0.025 | 0.706 | 0.825 | -0.175 | -0.598 | -0.038 | 0.071 | 0.069 | 0.818 | 0.506 | 0.703 | 0.039 | -0.270 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Cliente_1 | Cliente_2 | Cliente_3 | Cliente_4 | Cliente_5 | Cliente_6 | Cliente_7 | Cliente_8 | Cliente_9 | Cliente_10 | Cliente_11 | Cliente_12 | Cliente_13 | Cliente_14 | Cliente_15 | Cliente_16 | Cliente_17 | Cliente_18 | Cliente_19 | Cliente_20 | Almacén | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0000 | 7.5625 | 15.5365 | 1.1998 | 4.7145 | 1.7407 | 7.9408 | 17.1947 | 4.2933 | 3.2659 | 2.1866 | 6.0225 | 5.4470 | 2.2133 | 11.1505 | 1.5775 | 10.8288 | 9.1456 | 20.4871 | 22.1445 | 3.6114 |
| 1 | 7.5625 | 0.0000 | 3.3838 | 7.7433 | 14.5720 | 8.5237 | 0.4847 | 13.7974 | 10.1522 | 7.1521 | 14.8113 | 10.1049 | 2.6961 | 13.4907 | 18.0835 | 7.0275 | 19.8218 | 8.2737 | 9.6369 | 19.1038 | 10.7361 |
| 2 | 15.5365 | 3.3838 | 0.0000 | 12.5438 | 0.0000 | 0.0000 | 0.0000 | 16.0355 | 13.9120 | 13.0649 | 17.0494 | 12.3430 | 5.0114 | 15.7289 | 17.9217 | 9.6824 | 22.0599 | 10.5118 | 7.7574 | 16.5997 | 13.9021 |
| 3 | 1.1998 | 7.7433 | 12.5438 | 0.0000 | 5.0721 | 0.9119 | 7.5798 | 17.4095 | 3.5781 | 3.3451 | 2.8532 | 6.2330 | 4.7117 | 2.8799 | 11.3610 | 1.3127 | 11.1926 | 9.3561 | 20.7019 | 21.1518 | 3.3673 |
| 4 | 4.7145 | 14.5720 | 0.0000 | 5.0721 | 0.0000 | 4.8187 | 0.0000 | 0.0000 | 0.0000 | 7.2170 | 2.6253 | 6.8738 | 9.1064 | 3.6476 | 12.0019 | 5.4347 | 5.2872 | 9.9969 | 21.3384 | 25.5947 | 4.5417 |
| 5 | 1.7407 | 8.5237 | 0.0000 | 0.9119 | 4.8187 | 0.0000 | 7.8866 | 20.0472 | 2.9060 | 4.0899 | 2.8890 | 8.8750 | 5.0185 | 3.2185 | 14.0030 | 2.0575 | 11.4008 | 11.9981 | 19.7467 | 20.4797 | 2.6952 |
| 6 | 7.9408 | 0.4847 | 0.0000 | 7.5798 | 0.0000 | 7.8866 | 0.0000 | 13.9893 | 10.1499 | 7.3440 | 15.0032 | 10.2968 | 0.0000 | 0.0000 | 0.0000 | 7.2194 | 20.0138 | 8.4656 | 9.8289 | 17.1722 | 10.9280 |
| 7 | 17.1947 | 13.7974 | 16.0355 | 17.4095 | 0.0000 | 20.0472 | 13.9893 | 0.0000 | 19.6963 | 12.9161 | 16.1829 | 12.3127 | 13.5906 | 14.8623 | 5.9742 | 14.6038 | 22.6587 | 8.9984 | 15.5515 | 34.1368 | 20.8703 |
| 8 | 4.2933 | 10.1522 | 13.9120 | 3.5781 | 0.0000 | 2.9060 | 10.1499 | 19.6963 | 0.0000 | 6.8679 | 3.5313 | 10.1024 | 7.7229 | 4.5536 | 15.2304 | 4.8355 | 9.7565 | 13.2255 | 24.5670 | 22.9781 | 1.0494 |
| 9 | 3.2659 | 7.1521 | 13.0649 | 3.3451 | 7.2170 | 4.0899 | 7.3440 | 12.9161 | 6.8679 | 0.0000 | 4.7283 | 2.3061 | 4.9896 | 0.0000 | 8.2196 | 0.0000 | 10.8948 | 5.3050 | 17.5604 | 21.1407 | 5.9516 |
| Cliente_1 | Cliente_2 | Cliente_3 | Cliente_4 | Cliente_5 | Cliente_6 | Cliente_7 | Cliente_8 | Cliente_9 | Cliente_10 | Cliente_11 | Cliente_12 | Cliente_13 | Cliente_14 | Cliente_15 | Cliente_16 | Cliente_17 | Cliente_18 | Cliente_19 | Cliente_20 | Almacén | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | 6.0225 | 10.1049 | 12.3430 | 6.2330 | 6.8738 | 8.8750 | 10.2968 | 12.3127 | 10.1024 | 2.3061 | 6.5845 | 0.0000 | 6.4451 | 5.9051 | 5.6418 | 4.2199 | 12.2362 | 5.1248 | 16.4706 | 22.5962 | 10.2374 |
| 12 | 5.4470 | 2.6961 | 5.0114 | 4.7117 | 9.1064 | 5.0185 | 0.0000 | 13.5906 | 7.7229 | 4.9896 | 8.2105 | 6.4451 | 0.0000 | 10.0708 | 10.0675 | 4.2809 | 15.2069 | 6.2869 | 12.4538 | 17.7187 | 7.9895 |
| 13 | 2.2133 | 13.4907 | 15.7289 | 2.8799 | 3.6476 | 3.2185 | 0.0000 | 14.8623 | 4.5536 | 0.0000 | 1.6099 | 5.9051 | 10.0708 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 8.6033 | 19.9448 | 23.8969 | 4.0306 |
| 14 | 11.1505 | 18.0835 | 17.9217 | 11.3610 | 12.0019 | 14.0030 | 0.0000 | 5.9742 | 15.2304 | 8.2196 | 11.7126 | 5.6418 | 10.0675 | 0.0000 | 0.0000 | 10.6147 | 21.7754 | 5.1865 | 18.4207 | 37.0060 | 15.6084 |
| 15 | 1.5775 | 7.0275 | 9.6824 | 1.3127 | 5.4347 | 2.0575 | 7.2194 | 14.6038 | 4.8355 | 0.0000 | 3.3970 | 4.2199 | 4.2809 | 0.0000 | 10.6147 | 0.0000 | 11.3728 | 8.9277 | 20.2735 | 21.0351 | 4.1554 |
| 16 | 10.8288 | 19.8218 | 22.0599 | 11.1926 | 5.2872 | 11.4008 | 20.0138 | 22.6587 | 9.7565 | 10.8948 | 7.7031 | 12.2362 | 15.2069 | 0.0000 | 21.7754 | 11.3728 | 0.0000 | 14.8006 | 26.1421 | 30.6412 | 8.5221 |
| 17 | 9.1456 | 8.2737 | 10.5118 | 9.3561 | 9.9969 | 11.9981 | 8.4656 | 8.9984 | 13.2255 | 5.3050 | 9.7077 | 5.1248 | 6.2869 | 8.6033 | 5.1865 | 8.9277 | 14.8006 | 0.0000 | 14.7105 | 24.3734 | 13.2923 |
| 18 | 20.4871 | 9.6369 | 7.7574 | 20.7019 | 21.3384 | 19.7467 | 9.8289 | 15.5515 | 24.5670 | 17.5604 | 21.0492 | 16.4706 | 12.4538 | 19.9448 | 18.4207 | 20.2735 | 26.1421 | 14.7105 | 0.0000 | 24.1215 | 22.0368 |
| 19 | 22.1445 | 19.1038 | 16.5997 | 21.1518 | 25.5947 | 20.4797 | 17.1722 | 34.1368 | 22.9781 | 21.1407 | 22.4840 | 22.5962 | 17.7187 | 23.8969 | 37.0060 | 21.0351 | 30.6412 | 24.3734 | 24.1215 | 0.0000 | 14.8282 |
| 20 | 3.6114 | 10.7361 | 13.9021 | 3.3673 | 4.5417 | 2.6952 | 10.9280 | 20.8703 | 1.0494 | 5.9516 | 2.9120 | 10.2374 | 7.9895 | 4.0306 | 15.6084 | 4.1554 | 8.5221 | 13.2923 | 22.0368 | 14.8282 | 0.0000 |